Back to leaderboard

hf.co/TheDrummer/Cydonia-24B-v4.3-GGUF:Q4_K_M

OLLAMA GGUF

llama · 23.6B · unknown

Not Rec.

Oct 2, 2026 · Cortex-X925

hf.co/empero-ai/Qwen3.8-2B-Distill-GGUF:BF16

OLLAMA GGUF

qwen35 · 1.94B · BF16

Good

Aug 25, 2026 · Apple M1 Pro

Global Score
30 vs 76
Hardware Fit
48 vs 100
Quality Score
22 vs 66

Hardware

hf.co/TheDrummer/C… hf.co/empero-ai/Qw…
MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro
CPUCortex-X925Apple M1 Pro
Cores2010
RAM122 GB16 GB
GPUDevice 2e12Apple M1 Pro
OSUbuntu 24.04.5 LTSmacOS 26.6.2
Archarm64arm64
Power Modeperformancebalanced

Performance

hf.co/TheDrummer/C… hf.co/empero-ai/Qw…
Tokens/sec14.440.3
First chunk5450 ms101 ms
TTFT5.5 s101 ms
Load time22.7 s2.7 s
Memory usage18.5 GB4.5 GB
Memory %15%28%

HW Fit Score Breakdown

hf.co/TheDrummer/Cydoni…

Speed
14/50
TTFT
4/20
Memory
30/30

hf.co/empero-ai/Qwen3.8…

Speed
50/50
TTFT
20/20
Memory
30/30

Quality

hf.co/TheDrummer/Cydoni…

Reasoning
16/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
6/15
Multilingual
0/10
Reasoning: Strong Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak Multilingual: Poor

hf.co/empero-ai/Qwen3.8…

Reasoning
11/20
Coding
10/20
Instruction
12/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest